Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 344878 |
| Missing cells | 142524 |
| Missing cells (%) | 2.0% |
| Duplicate rows | 122 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 53.0 MiB |
| Average record size in memory | 161.0 B |
Variable types
| Boolean | 2 |
|---|---|
| Numeric | 16 |
| Categorical | 3 |
| Dataset has 122 (< 0.1%) duplicate rows | Duplicates |
LanguageCode is highly overall correlated with Gender and 1 other fields | High correlation |
UseOfLoan is highly overall correlated with MaritalStatus and 3 other fields | High correlation |
MaritalStatus is highly overall correlated with UseOfLoan and 2 other fields | High correlation |
EmploymentStatus is highly overall correlated with UseOfLoan and 2 other fields | High correlation |
OccupationArea is highly overall correlated with UseOfLoan and 2 other fields | High correlation |
ExistingLiabilities is highly overall correlated with LiabilitiesTotal and 1 other fields | High correlation |
LiabilitiesTotal is highly overall correlated with ExistingLiabilities | High correlation |
NoOfPreviousLoansBeforeLoan is highly overall correlated with ExistingLiabilities and 2 other fields | High correlation |
AmountOfPreviousLoansBeforeLoan is highly overall correlated with NoOfPreviousLoansBeforeLoan and 1 other fields | High correlation |
PreviousRepaymentsBeforeLoan is highly overall correlated with NoOfPreviousLoansBeforeLoan and 1 other fields | High correlation |
Gender is highly overall correlated with LanguageCode and 1 other fields | High correlation |
Country is highly overall correlated with LanguageCode and 1 other fields | High correlation |
EmploymentDurationCurrentEmployer is highly overall correlated with UseOfLoan | High correlation |
EmploymentDurationCurrentEmployer has 8639 (2.5%) missing values | Missing |
PreviousRepaymentsBeforeLoan has 131766 (38.2%) missing values | Missing |
IncomeTotal is highly skewed (γ1 = 63.91325769) | Skewed |
LiabilitiesTotal is highly skewed (γ1 = 583.7806183) | Skewed |
UseOfLoan has 6914 (2.0%) zeros | Zeros |
ExistingLiabilities has 71958 (20.9%) zeros | Zeros |
LiabilitiesTotal has 74797 (21.7%) zeros | Zeros |
NoOfPreviousLoansBeforeLoan has 152481 (44.2%) zeros | Zeros |
AmountOfPreviousLoansBeforeLoan has 152475 (44.2%) zeros | Zeros |
PreviousRepaymentsBeforeLoan has 30663 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-10 11:08:20.853614 |
|---|---|
| Analysis finished | 2023-12-10 11:10:32.553862 |
| Duration | 2 minutes and 11.7 seconds |
| Software version | ydata-profiling vv4.6.1 |
| Download configuration | config.json |
NewCreditCustomer
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 336.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 184798 | |
| False | 160080 |
ApplicationSignedWeekday
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9696037 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.7978521 |
|---|---|
| Coefficient of variation (CV) | 0.45290468 |
| Kurtosis | -1.0916083 |
| Mean | 3.9696037 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.042800901 |
| Sum | 1369029 |
| Variance | 3.2322722 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 61463 | |
| 2 | 57392 | |
| 5 | 56285 | |
| 4 | 54607 | |
| 6 | 53688 | |
| 7 | 31072 | |
| 1 | 30371 |
| Value | Count | Frequency (%) |
| 1 | 30371 | |
| 2 | 57392 | |
| 3 | 61463 | |
| 4 | 54607 | |
| 5 | 56285 | |
| 6 | 53688 | |
| 7 | 31072 |
| Value | Count | Frequency (%) |
| 7 | 31072 | |
| 6 | 53688 | |
| 5 | 56285 | |
| 4 | 54607 | |
| 3 | 61463 | |
| 2 | 57392 | |
| 1 | 30371 |
LanguageCode
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1655542 |
| Minimum | 1 |
|---|---|
| Maximum | 22 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 22 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5203156 |
|---|---|
| Coefficient of variation (CV) | 0.79616884 |
| Kurtosis | 19.571625 |
| Mean | 3.1655542 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.4499632 |
| Sum | 1091730 |
| Variance | 6.3519908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 141727 | |
| 1 | 127073 | |
| 3 | 36135 | 10.5% |
| 6 | 30977 | 9.0% |
| 19 | 4897 | 1.4% |
| 2 | 3753 | 1.1% |
| 9 | 296 | 0.1% |
| 22 | 7 | < 0.1% |
| 5 | 5 | < 0.1% |
| 8 | 3 | < 0.1% |
| Other values (5) | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 127073 | |
| 2 | 3753 | 1.1% |
| 3 | 36135 | 10.5% |
| 4 | 141727 | |
| 5 | 5 | < 0.1% |
| 6 | 30977 | 9.0% |
| 7 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 296 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22 | 7 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 4897 | 1.4% |
| 15 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 296 | 0.1% |
| 8 | 3 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 30977 |
Age
Real number (ℝ)
| Distinct | 62 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.402102 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 48 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 31 |
| median | 39 |
| Q3 | 49 |
| 95-th percentile | 63 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.21077 |
|---|---|
| Coefficient of variation (CV) | 0.30223106 |
| Kurtosis | -0.67930022 |
| Mean | 40.402102 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.36545022 |
| Sum | 13933796 |
| Variance | 149.1029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 10773 | 3.1% |
| 32 | 10685 | 3.1% |
| 34 | 10685 | 3.1% |
| 35 | 10617 | 3.1% |
| 31 | 10538 | 3.1% |
| 38 | 10471 | 3.0% |
| 37 | 10454 | 3.0% |
| 30 | 10396 | 3.0% |
| 36 | 10227 | 3.0% |
| 39 | 9838 | 2.9% |
| Other values (52) | 240194 |
| Value | Count | Frequency (%) |
| 0 | 48 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 3 | < 0.1% |
| 18 | 1099 | 0.3% |
| 19 | 1549 | 0.4% |
| 20 | 2274 | 0.7% |
| 21 | 5778 | |
| 22 | 6379 | |
| 23 | 6554 | |
| 24 | 6811 |
| Value | Count | Frequency (%) |
| 77 | 3 | < 0.1% |
| 76 | 1 | < 0.1% |
| 75 | 3 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 3 | < 0.1% |
| 71 | 2 | < 0.1% |
| 70 | 1245 | |
| 69 | 1591 | |
| 68 | 1829 | |
| 67 | 2064 |
Gender
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 45 |
| Missing (%) | < 0.1% |
| Memory size | 2.6 MiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 16710 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1034499 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 194810 | |
| 1.0 | 133313 | |
| 2.0 | 16710 | 4.8% |
| (Missing) | 45 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 194810 | |
| 1.0 | 133313 | |
| 2.0 | 16710 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 539643 | |
| . | 344833 | |
| 1 | 133313 | 12.9% |
| 2 | 16710 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 689666 | |
| Other Punctuation | 344833 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 539643 | |
| 1 | 133313 | 19.3% |
| 2 | 16710 | 2.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 344833 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1034499 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 539643 | |
| . | 344833 | |
| 1 | 133313 | 12.9% |
| 2 | 16710 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1034499 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 539643 | |
| . | 344833 | |
| 1 | 133313 | 12.9% |
| 2 | 16710 | 1.6% |
Country
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| EE | |
|---|---|
| FI | |
| ES | |
| NL | 4996 |
| SK | 296 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 689756 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EE |
|---|---|
| 2nd row | FI |
| 3rd row | EE |
| 4th row | FI |
| 5th row | EE |
Common Values
| Value | Count | Frequency (%) |
| EE | 164671 | |
| FI | 143804 | |
| ES | 31111 | 9.0% |
| NL | 4996 | 1.4% |
| SK | 296 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ee | 164671 | |
| fi | 143804 | |
| es | 31111 | 9.0% |
| nl | 4996 | 1.4% |
| sk | 296 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 360453 | |
| F | 143804 | 20.8% |
| I | 143804 | 20.8% |
| S | 31407 | 4.6% |
| N | 4996 | 0.7% |
| L | 4996 | 0.7% |
| K | 296 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 689756 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 360453 | |
| F | 143804 | 20.8% |
| I | 143804 | 20.8% |
| S | 31407 | 4.6% |
| N | 4996 | 0.7% |
| L | 4996 | 0.7% |
| K | 296 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 689756 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 360453 | |
| F | 143804 | 20.8% |
| I | 143804 | 20.8% |
| S | 31407 | 4.6% |
| N | 4996 | 0.7% |
| L | 4996 | 0.7% |
| K | 296 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 689756 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 360453 | |
| F | 143804 | 20.8% |
| I | 143804 | 20.8% |
| S | 31407 | 4.6% |
| N | 4996 | 0.7% |
| L | 4996 | 0.7% |
| K | 296 | < 0.1% |
AppliedAmount
Real number (ℝ)
| Distinct | 2460 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2690.9917 |
| Minimum | 10 |
|---|---|
| Maximum | 15948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 518 |
| Q1 | 850 |
| median | 2126 |
| Q3 | 4146 |
| 95-th percentile | 6911 |
| Maximum | 15948 |
| Range | 15938 |
| Interquartile range (IQR) | 3296 |
Descriptive statistics
| Standard deviation | 2145.4524 |
|---|---|
| Coefficient of variation (CV) | 0.79727201 |
| Kurtosis | 2.2005165 |
| Mean | 2690.9917 |
| Median Absolute Deviation (MAD) | 1595 |
| Skewness | 1.3225527 |
| Sum | 9.2806383 × 108 |
| Variance | 4602965.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4150 | 27738 | 8.0% |
| 530 | 20389 | 5.9% |
| 4146 | 20053 | 5.8% |
| 531 | 19456 | 5.6% |
| 518 | 15991 | 4.6% |
| 2126 | 13399 | 3.9% |
| 2125 | 9312 | 2.7% |
| 4253 | 7028 | 2.0% |
| 4250 | 6569 | 1.9% |
| 1063 | 6535 | 1.9% |
| Other values (2450) | 198408 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 31.9558 | 29 | |
| 38.347 | 6 | < 0.1% |
| 44.7382 | 10 | < 0.1% |
| 51.1293 | 17 | < 0.1% |
| 57.5205 | 11 | < 0.1% |
| 63.9116 | 59 | |
| 70.3028 | 9 | < 0.1% |
| 76.694 | 15 | < 0.1% |
| 83.0851 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 15948 | 2 | |
| 12994 | 1 | |
| 12971 | 1 | |
| 12385 | 1 | |
| 12333 | 1 | |
| 12266 | 1 | |
| 12173 | 1 | |
| 12163 | 1 | |
| 12031 | 1 | |
| 11992 | 2 |
UseOfLoan
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.4760263 |
| Minimum | -1 |
|---|---|
| Maximum | 110 |
| Zeros | 6914 |
| Zeros (%) | 2.0% |
| Negative | 308290 |
| Negative (%) | 89.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 4 |
| Maximum | 110 |
| Range | 111 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1698677 |
|---|---|
| Coefficient of variation (CV) | -4.5582937 |
| Kurtosis | 869.90627 |
| Mean | -0.4760263 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.579154 |
| Sum | -164171 |
| Variance | 4.7083258 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 7 | 9700 | 2.8% |
| 2 | 9191 | 2.7% |
| 0 | 6914 | 2.0% |
| 6 | 3151 | 0.9% |
| 3 | 1952 | 0.6% |
| 5 | 1787 | 0.5% |
| 8 | 1519 | 0.4% |
| 4 | 1366 | 0.4% |
| 1 | 955 | 0.3% |
| Other values (7) | 53 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 0 | 6914 | 2.0% |
| 1 | 955 | 0.3% |
| 2 | 9191 | 2.7% |
| 3 | 1952 | 0.6% |
| 4 | 1366 | 0.4% |
| 5 | 1787 | 0.5% |
| 6 | 3151 | 0.9% |
| 7 | 9700 | 2.8% |
| 8 | 1519 | 0.4% |
| Value | Count | Frequency (%) |
| 110 | 17 | < 0.1% |
| 108 | 1 | < 0.1% |
| 107 | 2 | < 0.1% |
| 106 | 1 | < 0.1% |
| 104 | 6 | < 0.1% |
| 102 | 21 | < 0.1% |
| 101 | 5 | < 0.1% |
| 8 | 1519 | 0.4% |
| 7 | 9700 | |
| 6 | 3151 | 0.9% |
Education
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4007853 |
| Minimum | -1 |
|---|---|
| Maximum | 5 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 8353 |
| Negative (%) | 2.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.391508 |
|---|---|
| Coefficient of variation (CV) | 0.40917256 |
| Kurtosis | 0.9130464 |
| Mean | 3.4007853 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.0354739 |
| Sum | 1172686 |
| Variance | 1.9362946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 107264 | |
| 4 | 102708 | |
| 5 | 78869 | |
| 1 | 41182 | 11.9% |
| -1 | 8353 | 2.4% |
| 2 | 6444 | 1.9% |
| 0 | 8 | < 0.1% |
| (Missing) | 50 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 8353 | 2.4% |
| 0 | 8 | < 0.1% |
| 1 | 41182 | 11.9% |
| 2 | 6444 | 1.9% |
| 3 | 107264 | |
| 4 | 102708 | |
| 5 | 78869 |
| Value | Count | Frequency (%) |
| 5 | 78869 | |
| 4 | 102708 | |
| 3 | 107264 | |
| 2 | 6444 | 1.9% |
| 1 | 41182 | 11.9% |
| 0 | 8 | < 0.1% |
| -1 | 8353 | 2.4% |
MaritalStatus
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 50 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.65257172 |
| Minimum | -1 |
|---|---|
| Maximum | 5 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 308290 |
| Negative (%) | 89.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 2 |
| Maximum | 5 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0641046 |
|---|---|
| Coefficient of variation (CV) | -1.6306325 |
| Kurtosis | 8.2031437 |
| Mean | -0.65257172 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0421078 |
| Sum | -225025 |
| Variance | 1.1323187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 3 | 12400 | 3.6% |
| 1 | 10752 | 3.1% |
| 2 | 9400 | 2.7% |
| 4 | 3377 | 1.0% |
| 5 | 601 | 0.2% |
| 0 | 8 | < 0.1% |
| (Missing) | 50 | < 0.1% |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 0 | 8 | < 0.1% |
| 1 | 10752 | 3.1% |
| 2 | 9400 | 2.7% |
| 3 | 12400 | 3.6% |
| 4 | 3377 | 1.0% |
| 5 | 601 | 0.2% |
| Value | Count | Frequency (%) |
| 5 | 601 | 0.2% |
| 4 | 3377 | 1.0% |
| 3 | 12400 | 3.6% |
| 2 | 9400 | 2.7% |
| 1 | 10752 | 3.1% |
| 0 | 8 | < 0.1% |
| -1 | 308290 |
EmploymentStatus
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 202 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.55035744 |
| Minimum | -1 |
|---|---|
| Maximum | 6 |
| Zeros | 32 |
| Zeros (%) | < 0.1% |
| Negative | 308290 |
| Negative (%) | 89.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.335761 |
|---|---|
| Coefficient of variation (CV) | -2.4270791 |
| Kurtosis | 6.6748452 |
| Mean | -0.55035744 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.810459 |
| Sum | -189695 |
| Variance | 1.7842575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 3 | 30060 | 8.7% |
| 5 | 2007 | 0.6% |
| 6 | 1800 | 0.5% |
| 4 | 1303 | 0.4% |
| 2 | 1184 | 0.3% |
| 0 | 32 | < 0.1% |
| (Missing) | 202 | 0.1% |
| Value | Count | Frequency (%) |
| -1 | 308290 | |
| 0 | 32 | < 0.1% |
| 2 | 1184 | 0.3% |
| 3 | 30060 | 8.7% |
| 4 | 1303 | 0.4% |
| 5 | 2007 | 0.6% |
| 6 | 1800 | 0.5% |
| Value | Count | Frequency (%) |
| 6 | 1800 | 0.5% |
| 5 | 2007 | 0.6% |
| 4 | 1303 | 0.4% |
| 3 | 30060 | 8.7% |
| 2 | 1184 | 0.3% |
| 0 | 32 | < 0.1% |
| -1 | 308290 |
EmploymentDurationCurrentEmployer
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 8639 |
| Missing (%) | 2.5% |
| Memory size | 2.6 MiB |
| MoreThan5Years | |
|---|---|
| UpTo5Years | |
| UpTo1Year | |
| Retiree | |
| Other | |
| Other values (4) |
Length
| Max length | 14 |
|---|---|
| Median length | 11 |
| Mean length | 10.807893 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3634035 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | UpTo5Years |
|---|---|
| 2nd row | UpTo5Years |
| 3rd row | MoreThan5Years |
| 4th row | Other |
| 5th row | UpTo5Years |
Common Values
| Value | Count | Frequency (%) |
| MoreThan5Years | 125529 | |
| UpTo5Years | 89646 | |
| UpTo1Year | 62373 | |
| Retiree | 21325 | 6.2% |
| Other | 20975 | 6.1% |
| UpTo2Years | 6504 | 1.9% |
| UpTo3Years | 5445 | 1.6% |
| UpTo4Years | 3690 | 1.1% |
| TrialPeriod | 752 | 0.2% |
| (Missing) | 8639 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| morethan5years | 125529 | |
| upto5years | 89646 | |
| upto1year | 62373 | |
| retiree | 21325 | 6.3% |
| other | 20975 | 6.2% |
| upto2years | 6504 | 1.9% |
| upto3years | 5445 | 1.6% |
| upto4years | 3690 | 1.1% |
| trialperiod | 752 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 504418 | |
| r | 462520 | |
| a | 419468 | |
| T | 293939 | |
| o | 293939 | |
| Y | 293187 | |
| s | 230814 | 6.4% |
| 5 | 215175 | 5.9% |
| p | 167658 | 4.6% |
| U | 167658 | 4.6% |
| Other values (14) | 585259 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2417483 | |
| Uppercase Letter | 923365 | 25.4% |
| Decimal Number | 293187 | 8.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 504418 | |
| r | 462520 | |
| a | 419468 | |
| o | 293939 | |
| s | 230814 | |
| p | 167658 | 6.9% |
| h | 146504 | 6.1% |
| n | 125529 | 5.2% |
| t | 42300 | 1.7% |
| i | 22829 | 0.9% |
| Other values (2) | 1504 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 293939 | |
| Y | 293187 | |
| U | 167658 | |
| M | 125529 | |
| R | 21325 | 2.3% |
| O | 20975 | 2.3% |
| P | 752 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 215175 | |
| 1 | 62373 | 21.3% |
| 2 | 6504 | 2.2% |
| 3 | 5445 | 1.9% |
| 4 | 3690 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3340848 | |
| Common | 293187 | 8.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 504418 | |
| r | 462520 | |
| a | 419468 | |
| T | 293939 | |
| o | 293939 | |
| Y | 293187 | |
| s | 230814 | |
| p | 167658 | 5.0% |
| U | 167658 | 5.0% |
| h | 146504 | 4.4% |
| Other values (9) | 360743 |
Common
| Value | Count | Frequency (%) |
| 5 | 215175 | |
| 1 | 62373 | 21.3% |
| 2 | 6504 | 2.2% |
| 3 | 5445 | 1.9% |
| 4 | 3690 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3634035 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 504418 | |
| r | 462520 | |
| a | 419468 | |
| T | 293939 | |
| o | 293939 | |
| Y | 293187 | |
| s | 230814 | 6.4% |
| 5 | 215175 | 5.9% |
| p | 167658 | 4.6% |
| U | 167658 | 4.6% |
| Other values (14) | 585259 |
OccupationArea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 91 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.071299092 |
| Minimum | -1 |
|---|---|
| Maximum | 19 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 308341 |
| Negative (%) | 89.4% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 7 |
| Maximum | 19 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.2612322 |
|---|---|
| Coefficient of variation (CV) | -45.740165 |
| Kurtosis | 15.5485 |
| Mean | -0.071299092 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.9523966 |
| Sum | -24583 |
| Variance | 10.635636 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 308341 | |
| 1 | 8421 | 2.4% |
| 7 | 3587 | 1.0% |
| 6 | 3312 | 1.0% |
| 3 | 3198 | 0.9% |
| 8 | 2462 | 0.7% |
| 17 | 2424 | 0.7% |
| 9 | 2262 | 0.7% |
| 10 | 1933 | 0.6% |
| 15 | 1684 | 0.5% |
| Other values (11) | 7163 | 2.1% |
| Value | Count | Frequency (%) |
| -1 | 308341 | |
| 0 | 11 | < 0.1% |
| 1 | 8421 | 2.4% |
| 2 | 122 | < 0.1% |
| 3 | 3198 | 0.9% |
| 4 | 587 | 0.2% |
| 5 | 362 | 0.1% |
| 6 | 3312 | 1.0% |
| 7 | 3587 | 1.0% |
| 8 | 2462 | 0.7% |
| Value | Count | Frequency (%) |
| 19 | 1000 | |
| 18 | 619 | 0.2% |
| 17 | 2424 | |
| 16 | 1430 | |
| 15 | 1684 | |
| 14 | 843 | 0.2% |
| 13 | 564 | 0.2% |
| 12 | 477 | 0.1% |
| 11 | 1148 | |
| 10 | 1933 |
HomeOwnershipType
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1657 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1939771 |
| Minimum | -1 |
|---|---|
| Maximum | 10 |
| Zeros | 186 |
| Zeros (%) | 0.1% |
| Negative | 3 |
| Negative (%) | < 0.1% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 11 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8107968 |
|---|---|
| Coefficient of variation (CV) | 0.88003036 |
| Kurtosis | 0.71480621 |
| Mean | 3.1939771 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.4201177 |
| Sum | 1096240 |
| Variance | 7.9005786 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 128989 | |
| 3 | 105505 | |
| 2 | 40206 | 11.7% |
| 10 | 28122 | 8.2% |
| 8 | 27122 | 7.9% |
| 4 | 4600 | 1.3% |
| 7 | 3346 | 1.0% |
| 5 | 2778 | 0.8% |
| 6 | 1619 | 0.5% |
| 9 | 745 | 0.2% |
| Other values (2) | 189 | 0.1% |
| (Missing) | 1657 | 0.5% |
| Value | Count | Frequency (%) |
| -1 | 3 | < 0.1% |
| 0 | 186 | 0.1% |
| 1 | 128989 | |
| 2 | 40206 | 11.7% |
| 3 | 105505 | |
| 4 | 4600 | 1.3% |
| 5 | 2778 | 0.8% |
| 6 | 1619 | 0.5% |
| 7 | 3346 | 1.0% |
| 8 | 27122 | 7.9% |
| Value | Count | Frequency (%) |
| 10 | 28122 | 8.2% |
| 9 | 745 | 0.2% |
| 8 | 27122 | 7.9% |
| 7 | 3346 | 1.0% |
| 6 | 1619 | 0.5% |
| 5 | 2778 | 0.8% |
| 4 | 4600 | 1.3% |
| 3 | 105505 | |
| 2 | 40206 | 11.7% |
| 1 | 128989 |
IncomeTotal
Real number (ℝ)
SKEWED 
| Distinct | 6784 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2117.087 |
| Minimum | 0 |
|---|---|
| Maximum | 1012019 |
| Zeros | 265 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 580 |
| Q1 | 1000 |
| median | 1532.21 |
| Q3 | 2300 |
| 95-th percentile | 3850 |
| Maximum | 1012019 |
| Range | 1012019 |
| Interquartile range (IQR) | 1300 |
Descriptive statistics
| Standard deviation | 10098.919 |
|---|---|
| Coefficient of variation (CV) | 4.7701957 |
| Kurtosis | 4686.4399 |
| Mean | 2117.087 |
| Median Absolute Deviation (MAD) | 592.21 |
| Skewness | 63.913258 |
| Sum | 7.3013671 × 108 |
| Variance | 1.0198817 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1200 | 15161 | 4.4% |
| 2000 | 13373 | 3.9% |
| 1000 | 13262 | 3.8% |
| 1500 | 12978 | 3.8% |
| 2500 | 11287 | 3.3% |
| 1300 | 9329 | 2.7% |
| 1800 | 8890 | 2.6% |
| 1100 | 8744 | 2.5% |
| 2200 | 8180 | 2.4% |
| 3000 | 8168 | 2.4% |
| Other values (6774) | 235506 |
| Value | Count | Frequency (%) |
| 0 | 265 | |
| 0.1 | 4 | < 0.1% |
| 0.12 | 9 | < 0.1% |
| 0.13 | 2 | < 0.1% |
| 0.14 | 2 | < 0.1% |
| 0.15 | 2 | < 0.1% |
| 0.16 | 2 | < 0.1% |
| 0.17 | 7 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.2 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 1012019 | 2 | < 0.1% |
| 950600 | 1 | < 0.1% |
| 900555 | 1 | < 0.1% |
| 900000 | 1 | < 0.1% |
| 850950 | 1 | < 0.1% |
| 800900 | 15 | |
| 800850 | 1 | < 0.1% |
| 750800 | 1 | < 0.1% |
| 720600 | 1 | < 0.1% |
| 700800 | 6 | < 0.1% |
ExistingLiabilities
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5657508 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 71958 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.8590634 |
|---|---|
| Coefficient of variation (CV) | 1.1143184 |
| Kurtosis | 8.6029431 |
| Mean | 2.5657508 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.305099 |
| Sum | 884871 |
| Variance | 8.1742434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 86392 | |
| 0 | 71958 | |
| 2 | 58792 | |
| 3 | 40419 | |
| 4 | 27122 | 7.9% |
| 5 | 18247 | 5.3% |
| 6 | 12367 | 3.6% |
| 7 | 8444 | 2.4% |
| 8 | 5853 | 1.7% |
| 9 | 4178 | 1.2% |
| Other values (29) | 11106 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 71958 | |
| 1 | 86392 | |
| 2 | 58792 | |
| 3 | 40419 | |
| 4 | 27122 | 7.9% |
| 5 | 18247 | 5.3% |
| 6 | 12367 | 3.6% |
| 7 | 8444 | 2.4% |
| 8 | 5853 | 1.7% |
| 9 | 4178 | 1.2% |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 39 | 2 | < 0.1% |
| 36 | 2 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 3 | < 0.1% |
| 32 | 7 | |
| 31 | 10 | |
| 30 | 8 | |
| 29 | 8 |
LiabilitiesTotal
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 81277 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 409.3809 |
| Minimum | 0 |
|---|---|
| Maximum | 12400000 |
| Zeros | 74797 |
| Zeros (%) | 21.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 43.1025 |
| median | 237.85 |
| Q3 | 500 |
| 95-th percentile | 1200 |
| Maximum | 12400000 |
| Range | 12400000 |
| Interquartile range (IQR) | 456.8975 |
Descriptive statistics
| Standard deviation | 21156.541 |
|---|---|
| Coefficient of variation (CV) | 51.679355 |
| Kurtosis | 342129.6 |
| Mean | 409.3809 |
| Median Absolute Deviation (MAD) | 220.15 |
| Skewness | 583.78062 |
| Sum | 1.4118647 × 108 |
| Variance | 4.4759923 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 74797 | 21.7% |
| 250 | 2878 | 0.8% |
| 200 | 2712 | 0.8% |
| 300 | 2666 | 0.8% |
| 100 | 2450 | 0.7% |
| 350 | 2178 | 0.6% |
| 500 | 2059 | 0.6% |
| 400 | 1968 | 0.6% |
| 150 | 1937 | 0.6% |
| 600 | 1395 | 0.4% |
| Other values (81267) | 249838 |
| Value | Count | Frequency (%) |
| 0 | 74797 | |
| 0.01 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.42 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.51 | 1 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12400000 | 1 | |
| 250151.29 | 1 | |
| 250125.81 | 1 | |
| 250100 | 1 | |
| 229000 | 1 | |
| 220116.23 | 1 | |
| 220000 | 1 | |
| 172510 | 1 | |
| 145041.53 | 1 | |
| 145021.15 | 1 |
NoOfPreviousLoansBeforeLoan
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 75 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 12 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7346912 |
| Minimum | 0 |
|---|---|
| Maximum | 74 |
| Zeros | 152481 |
| Zeros (%) | 44.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 74 |
| Range | 74 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7594303 |
|---|---|
| Coefficient of variation (CV) | 1.5907329 |
| Kurtosis | 31.438523 |
| Mean | 1.7346912 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.6633355 |
| Sum | 598236 |
| Variance | 7.6144558 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 152481 | |
| 1 | 70891 | |
| 2 | 41259 | 12.0% |
| 3 | 25274 | 7.3% |
| 4 | 16223 | 4.7% |
| 5 | 10931 | 3.2% |
| 6 | 7532 | 2.2% |
| 7 | 5314 | 1.5% |
| 8 | 3801 | 1.1% |
| 9 | 2790 | 0.8% |
| Other values (65) | 8370 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 152481 | |
| 1 | 70891 | |
| 2 | 41259 | 12.0% |
| 3 | 25274 | 7.3% |
| 4 | 16223 | 4.7% |
| 5 | 10931 | 3.2% |
| 6 | 7532 | 2.2% |
| 7 | 5314 | 1.5% |
| 8 | 3801 | 1.1% |
| 9 | 2790 | 0.8% |
| Value | Count | Frequency (%) |
| 74 | 1 | |
| 73 | 1 | |
| 72 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 69 | 1 | |
| 68 | 1 | |
| 67 | 1 | |
| 66 | 1 | |
| 65 | 1 |
AmountOfPreviousLoansBeforeLoan
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 21416 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 12 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3691.0335 |
| Minimum | 0 |
|---|---|
| Maximum | 119983 |
| Zeros | 152475 |
| Zeros (%) | 44.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1036 |
| Q3 | 5365 |
| 95-th percentile | 14445.75 |
| Maximum | 119983 |
| Range | 119983 |
| Interquartile range (IQR) | 5365 |
Descriptive statistics
| Standard deviation | 5552.4591 |
|---|---|
| Coefficient of variation (CV) | 1.5043102 |
| Kurtosis | 12.702169 |
| Mean | 3691.0335 |
| Median Absolute Deviation (MAD) | 1036 |
| Skewness | 2.5451427 |
| Sum | 1.272912 × 109 |
| Variance | 30829802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 152475 | |
| 4150 | 8140 | 2.4% |
| 518 | 4679 | 1.4% |
| 531 | 3727 | 1.1% |
| 530 | 3164 | 0.9% |
| 8300 | 3043 | 0.9% |
| 2125 | 2984 | 0.9% |
| 4146 | 2898 | 0.8% |
| 4250 | 2669 | 0.8% |
| 2126 | 2498 | 0.7% |
| Other values (21406) | 158589 |
| Value | Count | Frequency (%) |
| 0 | 152475 | |
| 12.7862 | 1 | < 0.1% |
| 25.5647 | 1 | < 0.1% |
| 25.5651 | 1 | < 0.1% |
| 31.9443 | 1 | < 0.1% |
| 31.9489 | 1 | < 0.1% |
| 31.95 | 1 | < 0.1% |
| 31.9521 | 1 | < 0.1% |
| 31.955 | 1 | < 0.1% |
| 31.9557 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 119983 | 1 | |
| 116368 | 1 | |
| 108926 | 1 | |
| 101484 | 1 | |
| 101073 | 1 | |
| 90852 | 1 | |
| 90441 | 1 | |
| 88121 | 1 | |
| 87590 | 1 | |
| 84294 | 1 |
PreviousRepaymentsBeforeLoan
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 100808 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 131766 |
| Missing (%) | 38.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1170.0567 |
| Minimum | 0 |
|---|---|
| Maximum | 34077.42 |
| Zeros | 30663 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 128.24 |
| median | 492.955 |
| Q3 | 1276.96 |
| 95-th percentile | 4711.2835 |
| Maximum | 34077.42 |
| Range | 34077.42 |
| Interquartile range (IQR) | 1148.72 |
Descriptive statistics
| Standard deviation | 1926.1366 |
|---|---|
| Coefficient of variation (CV) | 1.6461908 |
| Kurtosis | 20.972193 |
| Mean | 1170.0567 |
| Median Absolute Deviation (MAD) | 431.855 |
| Skewness | 3.6682804 |
| Sum | 2.4935313 × 108 |
| Variance | 3710002.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 30663 | 8.9% |
| 520.77 | 91 | < 0.1% |
| 519.39 | 70 | < 0.1% |
| 724.48 | 68 | < 0.1% |
| 520.22 | 57 | < 0.1% |
| 518.55 | 55 | < 0.1% |
| 519.94 | 51 | < 0.1% |
| 4153.46 | 46 | < 0.1% |
| 518.43 | 44 | < 0.1% |
| 519.11 | 44 | < 0.1% |
| Other values (100798) | 181923 | |
| (Missing) | 131766 |
| Value | Count | Frequency (%) |
| 0 | 30663 | |
| 1.5 | 1 | < 0.1% |
| 1.5677 | 1 | < 0.1% |
| 1.69 | 1 | < 0.1% |
| 1.94 | 2 | < 0.1% |
| 2.06 | 1 | < 0.1% |
| 2.08 | 1 | < 0.1% |
| 2.27 | 1 | < 0.1% |
| 2.28 | 1 | < 0.1% |
| 2.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 34077.42 | 1 | |
| 33874.18 | 1 | |
| 33558.09 | 1 | |
| 33135.66 | 1 | |
| 31098.85 | 1 | |
| 29664.89 | 1 | |
| 29535.43 | 1 | |
| 28621.95 | 1 | |
| 27921.69 | 1 | |
| 27822.14 | 1 |
DefaultWithin12Months
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 336.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 284488 | |
| True | 60390 | 17.5% |
| ApplicationSignedWeekday | LanguageCode | Age | AppliedAmount | UseOfLoan | Education | MaritalStatus | EmploymentStatus | OccupationArea | HomeOwnershipType | IncomeTotal | ExistingLiabilities | LiabilitiesTotal | NoOfPreviousLoansBeforeLoan | AmountOfPreviousLoansBeforeLoan | PreviousRepaymentsBeforeLoan | NewCreditCustomer | Gender | Country | EmploymentDurationCurrentEmployer | DefaultWithin12Months | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ApplicationSignedWeekday | 1.000 | 0.009 | 0.003 | -0.008 | -0.009 | -0.006 | -0.009 | -0.009 | -0.009 | -0.002 | 0.005 | -0.008 | -0.008 | -0.003 | -0.002 | 0.003 | 0.027 | 0.013 | 0.019 | 0.019 | 0.027 |
| LanguageCode | 0.009 | 1.000 | 0.136 | 0.086 | -0.059 | -0.051 | -0.059 | -0.059 | -0.061 | 0.071 | 0.442 | -0.187 | 0.013 | -0.313 | -0.278 | -0.086 | 0.278 | 0.509 | 0.993 | 0.091 | 0.296 |
| Age | 0.003 | 0.136 | 1.000 | 0.113 | -0.072 | 0.077 | -0.072 | -0.066 | -0.070 | -0.126 | 0.111 | 0.084 | 0.138 | 0.057 | 0.094 | 0.107 | 0.092 | 0.052 | 0.094 | 0.233 | 0.057 |
| AppliedAmount | -0.008 | 0.086 | 0.113 | 1.000 | -0.003 | -0.003 | -0.000 | 0.003 | 0.002 | -0.010 | 0.172 | -0.084 | 0.028 | -0.155 | -0.076 | 0.042 | 0.134 | 0.138 | 0.220 | 0.053 | 0.113 |
| UseOfLoan | -0.009 | -0.059 | -0.072 | -0.003 | 1.000 | 0.078 | 0.996 | 0.997 | 0.995 | 0.032 | -0.139 | 0.231 | 0.315 | -0.155 | -0.170 | -0.366 | 0.008 | 0.003 | 0.013 | 1.000 | 0.008 |
| Education | -0.006 | -0.051 | 0.077 | -0.003 | 0.078 | 1.000 | 0.078 | 0.079 | 0.082 | -0.032 | 0.031 | 0.135 | 0.149 | 0.084 | 0.081 | 0.008 | 0.134 | 0.111 | 0.443 | 0.129 | 0.079 |
| MaritalStatus | -0.009 | -0.059 | -0.072 | -0.000 | 0.996 | 0.078 | 1.000 | 0.997 | 0.995 | 0.032 | -0.140 | 0.235 | 0.317 | -0.157 | -0.172 | -0.370 | 0.096 | 0.058 | 0.128 | 0.232 | 0.124 |
| EmploymentStatus | -0.009 | -0.059 | -0.066 | 0.003 | 0.997 | 0.079 | 0.997 | 1.000 | 0.996 | 0.032 | -0.139 | 0.237 | 0.320 | -0.156 | -0.171 | -0.368 | 0.096 | 0.036 | 0.121 | 0.211 | 0.116 |
| OccupationArea | -0.009 | -0.061 | -0.070 | 0.002 | 0.995 | 0.082 | 0.995 | 0.996 | 1.000 | 0.032 | -0.137 | 0.237 | 0.318 | -0.155 | -0.170 | -0.364 | 0.075 | 0.066 | 0.113 | 0.161 | 0.093 |
| HomeOwnershipType | -0.002 | 0.071 | -0.126 | -0.010 | 0.032 | -0.032 | 0.032 | 0.032 | 0.032 | 1.000 | 0.012 | -0.041 | -0.049 | -0.086 | -0.088 | -0.069 | 0.120 | 0.124 | 0.190 | 0.136 | 0.124 |
| IncomeTotal | 0.005 | 0.442 | 0.111 | 0.172 | -0.139 | 0.031 | -0.140 | -0.139 | -0.137 | 0.012 | 1.000 | -0.033 | 0.190 | -0.058 | 0.002 | 0.197 | 0.004 | 0.003 | 0.006 | 0.005 | 0.006 |
| ExistingLiabilities | -0.008 | -0.187 | 0.084 | -0.084 | 0.231 | 0.135 | 0.235 | 0.237 | 0.237 | -0.041 | -0.033 | 1.000 | 0.792 | 0.524 | 0.496 | 0.062 | 0.277 | 0.035 | 0.083 | 0.063 | 0.029 |
| LiabilitiesTotal | -0.008 | 0.013 | 0.138 | 0.028 | 0.315 | 0.149 | 0.317 | 0.320 | 0.318 | -0.049 | 0.190 | 0.792 | 1.000 | 0.250 | 0.293 | 0.049 | 0.000 | 0.007 | 0.004 | 0.000 | 0.000 |
| NoOfPreviousLoansBeforeLoan | -0.003 | -0.313 | 0.057 | -0.155 | -0.155 | 0.084 | -0.157 | -0.156 | -0.155 | -0.086 | -0.058 | 0.524 | 0.250 | 1.000 | 0.948 | 0.578 | 0.225 | 0.035 | 0.086 | 0.041 | 0.062 |
| AmountOfPreviousLoansBeforeLoan | -0.002 | -0.278 | 0.094 | -0.076 | -0.170 | 0.081 | -0.172 | -0.171 | -0.170 | -0.088 | 0.002 | 0.496 | 0.293 | 0.948 | 1.000 | 0.707 | 0.326 | 0.046 | 0.084 | 0.040 | 0.082 |
| PreviousRepaymentsBeforeLoan | 0.003 | -0.086 | 0.107 | 0.042 | -0.366 | 0.008 | -0.370 | -0.368 | -0.364 | -0.069 | 0.197 | 0.062 | 0.049 | 0.578 | 0.707 | 1.000 | 0.184 | 0.036 | 0.047 | 0.028 | 0.073 |
| NewCreditCustomer | 0.027 | 0.278 | 0.092 | 0.134 | 0.008 | 0.134 | 0.096 | 0.096 | 0.075 | 0.120 | 0.004 | 0.277 | 0.000 | 0.225 | 0.326 | 0.184 | 1.000 | 0.126 | 0.277 | 0.101 | 0.116 |
| Gender | 0.013 | 0.509 | 0.052 | 0.138 | 0.003 | 0.111 | 0.058 | 0.036 | 0.066 | 0.124 | 0.003 | 0.035 | 0.007 | 0.035 | 0.046 | 0.036 | 0.126 | 1.000 | 0.510 | 0.059 | 0.215 |
| Country | 0.019 | 0.993 | 0.094 | 0.220 | 0.013 | 0.443 | 0.128 | 0.121 | 0.113 | 0.190 | 0.006 | 0.083 | 0.004 | 0.086 | 0.084 | 0.047 | 0.277 | 0.510 | 1.000 | 0.122 | 0.297 |
| EmploymentDurationCurrentEmployer | 0.019 | 0.091 | 0.233 | 0.053 | 1.000 | 0.129 | 0.232 | 0.211 | 0.161 | 0.136 | 0.005 | 0.063 | 0.000 | 0.041 | 0.040 | 0.028 | 0.101 | 0.059 | 0.122 | 1.000 | 0.083 |
| DefaultWithin12Months | 0.027 | 0.296 | 0.057 | 0.113 | 0.008 | 0.079 | 0.124 | 0.116 | 0.093 | 0.124 | 0.006 | 0.029 | 0.000 | 0.062 | 0.082 | 0.073 | 0.116 | 0.215 | 0.297 | 0.083 | 1.000 |
| NewCreditCustomer | ApplicationSignedWeekday | LanguageCode | Age | Gender | Country | AppliedAmount | UseOfLoan | Education | MaritalStatus | EmploymentStatus | EmploymentDurationCurrentEmployer | OccupationArea | HomeOwnershipType | IncomeTotal | ExistingLiabilities | LiabilitiesTotal | NoOfPreviousLoansBeforeLoan | AmountOfPreviousLoansBeforeLoan | PreviousRepaymentsBeforeLoan | DefaultWithin12Months | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | False | 6 | 1 | 27 | 1.0 | EE | 3189.0 | -1 | 3.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 10.0 | 900.0 | 0 | 0.00 | 1.0 | 3402.0 | 1161.57 | False |
| 1 | False | 4 | 4 | 35 | 1.0 | FI | 4146.0 | -1 | 5.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 1.0 | 3100.0 | 0 | 0.00 | 1.0 | 518.0 | 525.21 | False |
| 2 | False | 4 | 1 | 53 | 1.0 | EE | 2125.0 | 2 | 4.0 | 2.0 | 6.0 | MoreThan5Years | 1.0 | 1.0 | 354.0 | 8 | 485.09 | 1.0 | 500.0 | 590.95 | False |
| 3 | False | 3 | 4 | 43 | 0.0 | FI | 414.0 | -1 | 3.0 | -1.0 | -1.0 | Other | -1.0 | 3.0 | 1200.0 | 0 | 0.00 | 5.0 | 11198.0 | 1176.22 | False |
| 4 | False | 5 | 1 | 25 | 0.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 1.0 | 947.0 | 0 | 0.00 | 8.0 | 8609.0 | 931.98 | False |
| 5 | False | 7 | 1 | 39 | 1.0 | EE | 425.0 | -1 | 4.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 1500.0 | 0 | 0.00 | 5.0 | 11268.0 | 1378.09 | False |
| 6 | False | 5 | 4 | 40 | 1.0 | FI | 518.0 | -1 | 5.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 4800.0 | 0 | 0.00 | 10.0 | 19283.0 | 2141.75 | False |
| 7 | False | 5 | 1 | 50 | 1.0 | EE | 3000.0 | 3 | 5.0 | 2.0 | 5.0 | MoreThan5Years | 7.0 | 1.0 | 900.0 | 4 | 736.45 | 1.0 | 1800.0 | 445.26 | True |
| 8 | False | 3 | 4 | 50 | 0.0 | FI | 518.0 | -1 | 5.0 | -1.0 | -1.0 | Other | -1.0 | 3.0 | 1275.0 | 0 | 0.00 | 7.0 | 5076.0 | 194.69 | False |
| 9 | True | 3 | 1 | 44 | 0.0 | EE | 10630.0 | 3 | 4.0 | 4.0 | 5.0 | UpTo3Years | 8.0 | 8.0 | 1200.0 | 7 | 905.00 | 0.0 | 0.0 | 0.00 | False |
| NewCreditCustomer | ApplicationSignedWeekday | LanguageCode | Age | Gender | Country | AppliedAmount | UseOfLoan | Education | MaritalStatus | EmploymentStatus | EmploymentDurationCurrentEmployer | OccupationArea | HomeOwnershipType | IncomeTotal | ExistingLiabilities | LiabilitiesTotal | NoOfPreviousLoansBeforeLoan | AmountOfPreviousLoansBeforeLoan | PreviousRepaymentsBeforeLoan | DefaultWithin12Months | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 344868 | False | 2 | 1 | 64 | 0.0 | EE | 1300.0 | 6 | 4.0 | 1.0 | 4.0 | MoreThan5Years | 19.0 | 1.0 | 867.0 | 8 | 804.2 | 4.0 | 8000.0 | 4462.13 | False |
| 344869 | False | 5 | 1 | 52 | 1.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 400.0 | 0 | 0.0 | 1.0 | 1594.0 | 1291.73 | False |
| 344870 | True | 1 | 4 | 37 | 0.0 | FI | 4146.0 | -1 | 4.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 3.0 | 2600.0 | 0 | 0.0 | 1.0 | 4146.0 | NaN | False |
| 344871 | False | 1 | 1 | 34 | 0.0 | EE | 850.0 | -1 | 3.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 1700.0 | 0 | 0.0 | 6.0 | 14457.0 | 6187.04 | False |
| 344872 | False | 6 | 3 | 38 | 1.0 | EE | 531.0 | -1 | 4.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 900.0 | 0 | 0.0 | 5.0 | 6373.0 | 592.95 | False |
| 344873 | False | 6 | 3 | 56 | 1.0 | EE | 318.0 | -1 | 4.0 | -1.0 | -1.0 | Other | -1.0 | 1.0 | 500.0 | 0 | 0.0 | 5.0 | 10630.0 | 190.65 | False |
| 344874 | False | 2 | 3 | 61 | 0.0 | EE | 4253.0 | -1 | 5.0 | -1.0 | -1.0 | Retiree | -1.0 | 1.0 | 550.0 | 0 | 0.0 | 9.0 | 11159.0 | 2436.35 | False |
| 344875 | False | 2 | 3 | 24 | 1.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 1.0 | 800.0 | 0 | 0.0 | 6.0 | 3825.0 | 112.06 | False |
| 344876 | False | 2 | 4 | 44 | 1.0 | FI | 518.0 | -1 | 3.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 3.0 | 1300.0 | 0 | 0.0 | 5.0 | 6222.0 | 972.44 | False |
| 344877 | False | 4 | 1 | 49 | 1.0 | EE | 425.0 | -1 | 5.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 1.0 | 1600.0 | 0 | 0.0 | 10.0 | 12009.0 | 1045.86 | False |
Most frequently occurring
| NewCreditCustomer | ApplicationSignedWeekday | LanguageCode | Age | Gender | Country | AppliedAmount | UseOfLoan | Education | MaritalStatus | EmploymentStatus | EmploymentDurationCurrentEmployer | OccupationArea | HomeOwnershipType | IncomeTotal | ExistingLiabilities | LiabilitiesTotal | NoOfPreviousLoansBeforeLoan | AmountOfPreviousLoansBeforeLoan | PreviousRepaymentsBeforeLoan | DefaultWithin12Months | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58 | True | 4 | 1 | 19 | 1.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | UpTo1Year | -1.0 | 3.0 | 800.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 3 |
| 89 | True | 5 | 6 | 30 | 0.0 | ES | 530.0 | -1 | 4.0 | -1.0 | -1.0 | MoreThan5Years | -1.0 | 10.0 | 1100.0 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | True | 3 |
| 0 | True | 1 | 1 | 19 | 1.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | Other | -1.0 | 2.0 | 400.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 1 | True | 1 | 4 | 31 | 0.0 | FI | 518.0 | -1 | 3.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 3.0 | 2200.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 2 | True | 1 | 4 | 32 | 1.0 | FI | 518.0 | -1 | 3.0 | -1.0 | -1.0 | UpTo1Year | -1.0 | 3.0 | 2000.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 3 | True | 1 | 4 | 33 | 1.0 | FI | 518.0 | -1 | 3.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 3.0 | 2100.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 4 | True | 2 | 1 | 20 | 0.0 | EE | 530.0 | -1 | 4.0 | -1.0 | -1.0 | UpTo1Year | -1.0 | 2.0 | 1000.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 5 | True | 2 | 1 | 20 | 0.0 | EE | 530.0 | -1 | 4.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 2.0 | 800.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 6 | True | 2 | 2 | 31 | 0.0 | EE | 2126.0 | -1 | 5.0 | -1.0 | -1.0 | UpTo5Years | -1.0 | 3.0 | 1000.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |
| 7 | True | 2 | 3 | 18 | 0.0 | EE | 531.0 | -1 | 1.0 | -1.0 | -1.0 | UpTo1Year | -1.0 | 2.0 | 800.0 | 0 | 0.0 | 0.0 | 0.0 | NaN | False | 2 |